From 223119654b4835c270ce4215f156e3c6236833b8 Mon Sep 17 00:00:00 2001
From: natrixaeria <upezu@student.kit.edu>
Date: Thu, 19 Dec 2019 20:16:20 +0100
Subject: Initial commit

---
 src/trainer.rs | 66 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 66 insertions(+)
 create mode 100644 src/trainer.rs

(limited to 'src/trainer.rs')

diff --git a/src/trainer.rs b/src/trainer.rs
new file mode 100644
index 0000000..916d515
--- /dev/null
+++ b/src/trainer.rs
@@ -0,0 +1,66 @@
+use crate::nn::Nn;
+use crate::game::{Game, JumpGame};
+use crate::gui::Gui;
+use rand::Rng;
+
+fn randto(x: f32) -> f32 {
+    rand::thread_rng().gen_range(0.0, x)
+}
+
+pub struct Trainer {
+}
+
+pub fn train() {
+    let (cols, rows) = (20, 16);
+    //let colony_size = 64;
+    let colony_size = 64;
+    let thread_count = colony_size;
+
+    let mut seed = 42;
+    let mut best: Option<Nn> = None;
+    for generation in 0.. {
+        println!("Generation #{}", generation);
+        println!("===============");
+        println!("generating colony");
+        let nn_colony: Vec<Nn> = if generation == 0 {
+            let gen = || Nn::new_by_game_res(cols, rows, &Nn::new_random);
+            std::iter::repeat_with(gen)
+                .take(colony_size).collect()
+        } else if let Some(nn) = best.clone() {
+            let gen = || {let mut nn = nn.clone(); nn.add_noise(randto(2.0), randto(0.18), randto(1.0), 0.06); nn};
+            std::iter::repeat_with(gen)
+                .take(colony_size - 1).chain(std::iter::once(nn.clone())).collect()
+        } else {
+            panic!("no colony")
+        };
+        println!(" ...done");
+
+        let points: Vec<u64> = nn_colony.chunks(thread_count).flat_map(|chunk| {
+            println!("begin chunk");
+            let threads: Vec<std::thread::JoinHandle<u64>> = chunk.iter().enumerate().map(|(i, nn)| {
+                     println!("nn #{}", i);
+                     let nn = nn.clone();
+                     std::thread::spawn(move || {
+                         let game = JumpGame::new(cols, rows, seed);
+                         nn.execute(game)
+                     }
+                 )}).collect();
+            let mut results = Vec::with_capacity(threads.len());
+            for thread in threads {
+                results.push(thread.join().unwrap());
+            }
+            results
+        }).collect();
+        best = points.iter().zip(nn_colony.iter())
+                                .max_by_key(|(ref p, _)| p.clone())
+                                .map(|(_, n)| n.clone());
+        println!("points: {:?}", points);
+        println!("max: {:?}", points.iter().max());
+
+        if (generation % 25) == 0 {
+            let game = JumpGame::new(cols, rows, seed);
+            Gui::run(best.clone().unwrap().execute_logged(game));
+            seed += 1;
+        }
+    }
+}
-- 
cgit v1.2.3-54-g00ecf